diff --git a/engrXiv_prints.ipynb b/engrXiv_prints.ipynb index d1786b5..7834fae 100644 --- a/engrXiv_prints.ipynb +++ b/engrXiv_prints.ipynb @@ -6,19 +6,19 @@ "id": "promising-potter", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:25:26.075619Z", - "iopub.status.busy": "2024-07-14T10:25:26.075307Z", - "iopub.status.idle": "2024-07-14T10:25:26.996360Z", - "shell.execute_reply": "2024-07-14T10:25:26.995580Z" + "iopub.execute_input": "2024-07-21T10:22:32.728011Z", + "iopub.status.busy": "2024-07-21T10:22:32.727491Z", + "iopub.status.idle": "2024-07-21T10:22:33.551076Z", + "shell.execute_reply": "2024-07-21T10:22:33.550405Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.926489, - "end_time": "2024-07-14T10:25:26.998181", + "duration": 0.828538, + "end_time": "2024-07-21T10:22:33.552916", "exception": false, - "start_time": "2024-07-14T10:25:26.071692", + "start_time": "2024-07-21T10:22:32.724378", "status": "completed" }, "tags": [] @@ -42,16 +42,16 @@ "id": "52136c1b", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:25:27.003368Z", - "iopub.status.busy": "2024-07-14T10:25:27.002703Z", - "iopub.status.idle": "2024-07-14T10:29:22.395070Z", - "shell.execute_reply": "2024-07-14T10:29:22.394385Z" + "iopub.execute_input": "2024-07-21T10:22:33.557960Z", + "iopub.status.busy": "2024-07-21T10:22:33.557393Z", + "iopub.status.idle": "2024-07-21T10:27:04.310125Z", + "shell.execute_reply": "2024-07-21T10:27:04.309488Z" }, "papermill": { - "duration": 235.396534, - "end_time": "2024-07-14T10:29:22.396732", + "duration": 270.756801, + "end_time": "2024-07-21T10:27:04.311685", "exception": false, - "start_time": "2024-07-14T10:25:27.000198", + "start_time": "2024-07-21T10:22:33.554884", "status": "completed" }, "tags": [] @@ -106,19 +106,19 @@ "id": "indonesian-resistance", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:29:22.401540Z", - "iopub.status.busy": "2024-07-14T10:29:22.401123Z", - "iopub.status.idle": "2024-07-14T10:29:22.430369Z", - "shell.execute_reply": "2024-07-14T10:29:22.429552Z" + "iopub.execute_input": "2024-07-21T10:27:04.316228Z", + "iopub.status.busy": "2024-07-21T10:27:04.315820Z", + "iopub.status.idle": "2024-07-21T10:27:04.345002Z", + "shell.execute_reply": "2024-07-21T10:27:04.344334Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.033165, - "end_time": "2024-07-14T10:29:22.431757", + "duration": 0.032837, + "end_time": "2024-07-21T10:27:04.346344", "exception": false, - "start_time": "2024-07-14T10:29:22.398592", + "start_time": "2024-07-21T10:27:04.313507", "status": "completed" }, "tags": [] @@ -127,7 +127,7 @@ { "data": { "text/markdown": [ - "# As of July 14, 2024 there are 3335 preprints on Engineering Archive." + "# As of July 21, 2024 there are 3350 preprints on Engineering Archive." ], "text/plain": [ "" @@ -156,19 +156,19 @@ "id": "heard-result", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:29:22.436532Z", - "iopub.status.busy": "2024-07-14T10:29:22.436069Z", - "iopub.status.idle": "2024-07-14T10:29:22.708404Z", - "shell.execute_reply": "2024-07-14T10:29:22.707674Z" + "iopub.execute_input": "2024-07-21T10:27:04.350900Z", + "iopub.status.busy": "2024-07-21T10:27:04.350494Z", + "iopub.status.idle": "2024-07-21T10:27:04.616289Z", + "shell.execute_reply": "2024-07-21T10:27:04.615622Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.276337, - "end_time": "2024-07-14T10:29:22.709963", + "duration": 0.269658, + "end_time": "2024-07-21T10:27:04.617817", "exception": false, - "start_time": "2024-07-14T10:29:22.433626", + "start_time": "2024-07-21T10:27:04.348159", "status": "completed" }, "tags": [] @@ -176,7 +176,7 @@ "outputs": [ { "data": { - "image/png": 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", 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MmGDfzszMVFRUlHr27KnAwEAnVlZx2Ww2xcbGqkePHrJarc4uBxdAj8yBPpkDfTIH+mQO9Mkc6NOVcfBkjqYuS9DS3akqKj57hD7A20Mv3RKtG5uGy2K59Kn39Mm1nDtzvDScHuw9PT1Vv359SVKbNm20ceNGvf322xo4cKAKCgqUnp5e4qh9SkqKIiIiJEkRERHasGFDiec7t2r+H+f8eSX9lJQUBQYGXvBovSR5eXnJy8vrvHGr1cp/8HLG59j10SNzoE/mQJ/MgT6ZA30yB/pUPrYdTdcri37VugOn9Fue1w0Nq2lw+1pqWydUoX6eDj0ffXINjvTAqbe7u5Di4mLl5+erTZs2slqtWr58uX3fnj17lJiYqJiYGElSTEyMtm/frtTUVPuc2NhYBQYGKjo62j7nj89xbs655wAAAAAAM8ovLNKri3/VLdPWaO3+s6G+w1WhmjsyRp/c21a9mkY4HOphTk49Yj9p0iT17t1btWrVUlZWlmbPnq2VK1dqyZIlCgoK0vDhwzVhwgSFhoYqMDBQDz/8sGJiYtShQwdJUs+ePRUdHa177rlHr732mpKTk/XUU09p9OjR9iPuI0eO1LvvvquJEyfqvvvu04oVKzRnzhwtWLDAmS8dAAAAAC5b/JF0/XfVfi3acXZtsWtqh+il25qpYbj/X55yj4rHqcE+NTVVQ4YMUVJSkoKCgtS8eXMtWbJEPXr0kCRNnTpVbm5uGjBggPLz89WrVy+999579se7u7tr/vz5GjVqlGJiYuTn56ehQ4fq+eeft8+pW7euFixYoPHjx+vtt99WzZo19dFHH3GrOwAAAACmYysq1ufrDuv5+btk/Hba/YM3XKUJPRvKy8PducXBaZwa7KdPn37J/d7e3po2bZqmTZt20Tm1a9fWwoULL/k8nTt31pYtWy6rRgAAAABwtoxcmz6JO6RP4w7pZHaBJKlFzSCN7lJfPZtGOLk6OJvTF88DAAAAAJwvv7BI6w6k6cdfUzUv/phO5569r3mAl4fuu66uxnStL6u7yy2bBicg2AMAAACACzEMQw9/sUWLdiTbb1snSQ3C/PXA9VepT/Pq8vciyuF3/G8AAAAAABdx8GSOHpu7VZsPn5Yk+VjddePVEerVNFzdmoRzhB4XRLAHAAAAACfJsxXp+y3HtDrhpHYez9TBkzmSzgb6h7vV16hO9VjlHn+JYA8AAAAAV5hhGJq76ahemL9LWfmFJfY1DPfXB3e30VXV/J1UHcyGYA8AAAAAV1B+YZGGz9yk1QknJUnVArw0oHVNdaxfRU2qB6qqv5eTK4TZEOwBAAAA4Ao5kparR+du1YaDaZKkYdfW0dM3RcvdjdPtcfkI9gAAAABQzvILi/T6kj36JO6wCgqL5eXhprcGtlTvZtWdXRoqAII9AAAAAJSTMwVF2ngoTVOX7dWWxHRJUpvaIXq5fzM1DA9wbnGoMAj2AAAAAFDGMnJtem3Jr/rml6PKsxVLktws0ou3NtNd7aJY6R5limAPAAAAAGUoITVb983cqMS0XElSWICXejYN1z0d6qhRBEfpUfYI9gAAAABQBrLybHozdq8+X3dYtiJDXh5uevvOlurVNIIj9ChXBHsAAAAAKAOvLv5Vn69LlCRdXSNQ0wa1Vu0qfk6uCpUBwR4AAAAA/oZDJ3P0zP926qe9JyRJ/+zTWPdfd5XcuIUdrhCCPQAAAABchvTcAs1ce0jvr9yv/MKzC+T1ahpOqMcVR7AHAAAAAAckpGbp83WJmr8tSSez8yVJzWoE6eX+zdQ0MpDr6XHFEewBAAAAoBQSUrP1z++2a+OhNBnG2bFqAV4a172B7rgmSlZ3N+cWiEqLYA8AAAAAl7D5cJq+23LMvjCeJN3QsJrubBulTg2ryc+LWAXn4n8gAAAAAFxAamaeJszZqtUJJ+1jdav66bGejdS3eXUnVgaURLAHAAAAgD/IyLXpq02JendFgjLzCiVJjSMCNKlPE11Xv6rcWRgPLoZgDwAAAACSiosNfbvlmF5asEunc22SpCp+nhp6bR091LmePLiGHi6KYA8AAACg0svItWnsV1u0cs/Ze9FHhfro5haRGtW5vvy5hh4ujv+hAAAAACqt1Kw8TY3dp29+OaqC3+5Ff2fbKD3br6l8PN2dXB1QOgR7AAAAAJVKnq1IM9ce0txNR7T/RI59vF41P02++Wpd16CqE6sDHEewBwAAAFApbD58Wu8s36cdxzJ0KqdAkuRmObvS/eD2tTXs2jpyY2E8mBDBHgAAAECFlltQqA9/OqC3lu2zj1X199SozvX1jzY1FeRjdWJ1wN9HsAcAAABQIe0/ka2HZ2/Rr8mZKjbOjjWpHqh7r62jm1tGytvKNfSoGAj2AAAAACqU/MIifbz6kN5bmaCs3+5DL0mP9WyoUZ3rcx96VDgEewAAAAAVQlaeTZsOndaLC3bZF8Wr6u+ltwa2VMf6VWSxEOhRMRHsAQAAAJjaruOZ+uaXo5q59pCKfjvnPsDbQ0Niamtkp3oK8OYaelRsBHsAAAAAppSRa9PUZXs1c+0h+1iwr1W9r47QQ53rKyrU13nFAVcQwR4AAACAKd07c4N+SUyXJDWrEaR7O9ZR/9Y1nVsU4AQEewAAAACmkZFr0/TVB7Q64aQ91I/t1kDjezR0bmGAExHsAQAAALi01Kw8rfz1hJbsTNbyX1NL7GtXJ1QPdrrKSZUBroFgDwAAAMAl5RcW6dO1h/XSwt0lxqv6e+qhzvXV6+oI1Qj2cVJ1gOsg2AMAAABwKYVFxXpnRYI+/Gm/8mzFks6G+f6ta6pX0wg1jQyUt9XdyVUCroNgDwAAAMBlJKRm6ca3flbhH25bd2fbKE3q3URubtyHHrgQgj0AAAAAp0vNytOahJN6eeGv9lA/8cZGGtWpniwWAj1wKQR7AAAAAE5xLP2MtiSeVnxiumZvSFRuQZEkqV41P80Y1k61qnAfeqA0CPYAAAAArhjDMPT60j2avvqg/fr5c+pU8VX3JuF6uFsDBflYnVQhYD4EewAAAADlqrjY0K7TFi36cqvWH0zT6Vxbif2D2tdSm1oh6tciUp4ebk6qEjAvgj0AAACAclFQWKwNB9P04OeblJPvLilFkuTl4aboyEC9P7iNIoK8nVskUAEQ7AEAAACUuXnxx/Tqol91PCPPPjbwmpq6o22Urq4RJC8PblcHlBWCPQAAAIAyUVxs6IuNifq/nw7o0KlcSVIVP0+1qR2sWkVJeuKWaFmtXDsPlDWCPQAAAIC/bU9ylvq+8/v95yXpng619a++TeSuYi1ceNyJ1QEVm1NXpnj55ZfVtm1bBQQEKCwsTLfeeqv27NlTYk7nzp1lsVhKvI0cObLEnMTERPXt21e+vr4KCwvT448/rsLCwhJzVq5cqdatW8vLy0v169fXzJkzy/vlAQAAABVeRq5NX28+qoEfxtlDff/WNbTl6R564dar5W3llHugvDn1iP2qVas0evRotW3bVoWFhfrnP/+pnj17ateuXfLz87PPe+CBB/T888/bt319f7+fZVFRkfr27auIiAitXbtWSUlJGjJkiKxWq6ZMmSJJOnjwoPr27auRI0dq1qxZWr58ue6//35Vr15dvXr1unIvGAAAAKggiosNTfsxQTPWHlJaToEkydPDTfMfvk4NwwOcXB1QuTg12C9evLjE9syZMxUWFqbNmzfrhhtusI/7+voqIiLigs+xdOlS7dq1S8uWLVN4eLhatmypF154QU888YSee+45eXp66oMPPlDdunX1xhtvSJKaNGmi1atXa+rUqQR7AAAAoJQMw9DqhJOK239K763cbx+PCPRW/9Y1dGurGoR6wAlc6hr7jIwMSVJoaGiJ8VmzZunzzz9XRESE+vXrp6efftp+1D4uLk7NmjVTeHi4fX6vXr00atQo7dy5U61atVJcXJy6d+9e4jl79eqlcePGXbCO/Px85efn27czMzMlSTabTTab7YKPwd9z7vPK59d10SNzoE/mQJ/MgT6ZA326cg6n5erRudu19WiGfczLw03X16+it+5oLq/fTrm/UC/okznQJ9fiSB9cJtgXFxdr3Lhx6tixo66++mr7+KBBg1S7dm1FRkZq27ZteuKJJ7Rnzx59++23kqTk5OQSoV6SfTs5OfmSczIzM3XmzBn5+PiU2Pfyyy9r8uTJ59W4dOnSEpcBoOzFxsY6uwT8BXpkDvTJHOiTOdAnc6BP5SshU/p4j7tyCi2SpMZBxWpTzVCL0EJ5uSdpeWxSqZ6HPpkDfXINubm5pZ7rMsF+9OjR2rFjh1avXl1ifMSIEfb3mzVrpurVq6tbt27av3+/6tWrVy61TJo0SRMmTLBvZ2ZmKioqSj179lRgYGC5fMzKzmazKTY2Vj169OAWKC6KHpkDfTIH+mQO9Mkc6FP5yTxj0+qEU5qz+ZjW7D9lH596ezP1bRYhi8VS6ueiT+ZAn1zLuTPHS8Mlgv2YMWM0f/58/fTTT6pZs+Yl57Zv316SlJCQoHr16ikiIkIbNmwoMSclJUWS7NflR0RE2Mf+OCcwMPC8o/WS5OXlJS8vr/PGrVYr/8HLGZ9j10ePzIE+mQN9Mgf6ZA70qewcOJGtaT/u17z4Y/ZV7t3dLLqtVQ09cWNjVQs4//fk0qJP5kCfXIMjPXBqsDcMQw8//LC+++47rVy5UnXr1v3Lx8THx0uSqlevLkmKiYnRSy+9pNTUVIWFhUk6e+pIYGCgoqOj7XMWLlxY4nliY2MVExNThq8GAAAAMK9fEk9r2a4UTV99UPmFxZKkBmH+6tI4TPd0qK2oUC5JBVxVmQT79PR0BQcHO/y40aNHa/bs2Zo3b54CAgLs18QHBQXJx8dH+/fv1+zZs9WnTx9VqVJF27Zt0/jx43XDDTeoefPmkqSePXsqOjpa99xzj1577TUlJyfrqaee0ujRo+1H3UeOHKl3331XEydO1H333acVK1Zozpw5WrBgQVm8fAAAAMDU5m46ose/3mbf7li/iib2aqwWUcHOKwpAqbk5+oBXX31VX331lX37jjvuUJUqVVSjRg1t3brVoed6//33lZGRoc6dO6t69er2t3PP7+npqWXLlqlnz55q3LixHn30UQ0YMEA//PCD/Tnc3d01f/58ubu7KyYmRnfffbeGDBlS4r73devW1YIFCxQbG6sWLVrojTfe0EcffcSt7gAAAFBpGYahHccydM/09fZQ3yIqWK/9o7k+u689oR4wEYeP2H/wwQeaNWuWpLOns8fGxmrRokWaM2eOHn/8cS1durTUz2UYxiX3R0VFadWqVX/5PLVr1z7vVPs/69y5s7Zs2VLq2gAAAICK6mR2vh6bu1Ur95ywj91xTU1Nvvlq+Xi6O7EyAJfD4WCfnJysqKgoSdL8+fN1xx13qGfPnqpTp459YTsAAAAArskwDA2ZvkG7ks6uuN25UTX9q08TNQgPcHJlAC6Xw8E+JCRER44cUVRUlBYvXqwXX3xR0tlvEEVFRWVeIAAAAICykZZToJiXl9sXx/vuoWvVqlaIk6sC8Hc5HOz79++vQYMGqUGDBjp16pR69+4tSdqyZYvq169f5gUCAAAA+HvyC4s0d9NRTfsxwR7qJ/VuTKgHKgiHg/3UqVNVp04dHTlyRK+99pr8/f0lSUlJSXrooYfKvEAAAAAAlye/sEg/bE3Sm0v36HhGniSpRrCPPri7jZrVDHJydQDKisPBPi4uTuPGjZOHR8mHPvzww1q7dm2ZFQYAAADAMXm2Ih06laPV+05q/4lsxe5K0cnsAklSqJ+nHu5aX3e2rcUCeUAF43Cw79Kli5KSkhQWFlZiPCMjQ126dOE6ewAAAOAKO55+Rv9ZsU8/bE1Sdn5hiX3hgV4a3L627ulQWyF+nk6qEEB5cjjYG4Yhi8Vy3vipU6fk5+dXJkUBAAAAuDDDMJSea9PBUzk6dDJHcftPaV78cRUUnb123t/LQ7Wr+KpOFT/9o01NdaxfVZ4ebk6uGkB5KnWw79+/vyTJYrFo2LBh8vLysu8rKirStm3bdO2115Z9hQAAAAAkSbuTMvXEN9u07WjGeftqBPtobPcG+kfrmnJzO/9AHICKq9TBPijo7OIahmEoICBAPj4+9n2enp7q0KGDHnjggbKvEAAAAKjE8mxF+vaXY/rf1mNadyDNPl49yFu1q/iqcUSgejYNV7s6ofJw58g8UBmVOtjPmDFDklSnTh099thjnHYPAAAAlJN9KVmatT5RO45laOvRdNmKDPu+dnVC9dzNTRUdGejECgG4EoevsX/22WfLow4AAACgUjMMQ78kpuujnw9oyc5kFf+e5RUe6KV7OtRW3+aRqluVA2wASnI42KekpOixxx7T8uXLlZqaKsMwSuxnVXwAAADAMRm5Nt3x3zjtScmyj/WMDlefZtUVHRmoetX85c518wAuwuFgP2zYMCUmJurpp59W9erVL7hCPgAAAIDSWb47RQ9/sUW5BWcPkPVvXUMP3lBPjSICnFwZALNwONivXr1aP//8s1q2bFkO5QAAAACVw8ZDaXp3RYJW7T0h6ezp9s/2a6o+zao7uTIAZuNwsI+Kijrv9HsAAAAAl1ZUbGjToTSt2X9KS3Yk20+7t7pbNPy6q/Rw1/ry83L413MAcDzYv/XWW3ryySf13//+V3Xq1CmHkgAAAICK5fCpHN07Y6MOnMwpMX5d/ap68darVYcF8QD8DQ4H+4EDByo3N1f16tWTr6+vrFZrif1paWkXeSQAAABQuaRk5undFQmau/mI8mzF8nCzqGvjMDWvGaS2dULV/qoqzi4RQAVwWUfsAQAAAFzaL4mndf8nm5SWUyBJalc3VG8NbKnIYB8nVwagonE42A8dOrQ86gAAAABMr7CoWJ/EHdb8bce1JTFdktQoPED/7NtENzSoyh2lAJSLUgX7zMxMBQYG2t+/lHPzAAAAgMriRFa+3l6+V0t3pig1K1+S5OFmUedG1TSlfzOFBXg7uUIAFVmpgn1ISIiSkpIUFham4ODgC/6l0TAMWSwWFRUVlXmRAAAAgCs6ln5GL87fpSU7k1X8242jgnysGt2lnvq1iFT1IE67B1D+ShXsV6xYodDQUEnSjz/+WK4FAQAAAK4uJ79QS3Yma8Kcrfaxq6r56dEejdQ9OkxeHu5OrA5AZVOqYN+pUydJUmFhoVatWqX77rtPNWvWLNfCAAAAAFeTnJGnT+MO6eM1B5VnK7aPvzaguW5rXUNWdzcnVgegsnJo8TwPDw/9+9//1pAhQ8qrHgAAAMAlrU04qUEfrS8xdneHWhrbraGqBXg5qSoAuIxV8bt27apVq1apTp065VAOAAAA4Jqmrz5of/+Rbg00/Lq6CvKxOrEiADjL4WDfu3dvPfnkk9q+fbvatGkjPz+/EvtvvvnmMisOAAAAcKYTWfn6bN1hbUk8rZ/3nZQkvdy/me5qV8vJlQHA7xwO9g899JAk6c033zxvH6viAwAAwOxO5xRo8+HTWrQjWQu2Hy9xLX2vpuG645ooJ1YHAOdzONgXFxf/9SQAAADARE7nFOiTuEPacSxDP+87qfzC33/nbRwRoEHta6ltnVA1qR7oxCoB4MIcDvYAAABARbLzeIbu/mi9Tufa7GN1q/oppl4VDWhdU61rBctisTixQgC4tMsK9suXL9fUqVO1e/duSVKTJk00btw4de/evUyLAwAAAMqLYRiaGrtX76/aL1uRocggb8XUq6o720XpmtohhHkApuFwsH/vvfc0duxY/eMf/9DYsWMlSevWrVOfPn00depUjR49usyLBAAAAMpKcbGhp+ft0PLdqUrOzJMkhfhaNf+R6xXq5+nk6gDAcQ4H+ylTpmjq1KkaM2aMfeyRRx5Rx44dNWXKFII9AAAAXFZqZp7umb5Be1KyJEmeHm4a172BRt5QT25uHKEHYE5ujj4gPT1dN95443njPXv2VEZGRpkUBQAAAJS1rDybBnywVntSsuRmkW5tGakN/+ymhzrXJ9QDMDWHg/3NN9+s77777rzxefPm6aabbiqTogAAAICytONYhm7/IE5H0s7I2+qmHx6+Tm/d2UrBvpx6D8D8HD4VPzo6Wi+99JJWrlypmJgYSWevsV+zZo0effRRvfPOO/a5jzzySNlVCgAAAJTCmYIirU44qeTMPB1PP6Of953QjmOZkiRvq5s+H95eTSODnFwlAJQdh4P99OnTFRISol27dmnXrl328eDgYE2fPt2+bbFYCPYAAAC4og6cyNZd/7dOKZn5JcYtFqlt7VA9dVMTNa8Z7JziAKCcOBzsDx48WB51AAAAAJflUJZ0/6e/aG9qtpIy8uzjPaPDVS3ASy1qBqtrkzBV9fdyYpUAUH4u6z72AAAAgCtIz7Vp6g4PSSftY/XD/PXqgGZqUzvUeYUBwBVEsAcAAIApLdyepIdm/WLf/nx4e0VHBirE1yqLhVXuAVQeBHsAAACYyger9uv9lfuVccZmH/tkWBtd16CqE6sCAOch2AMAAMDl2YqK9fXmo3p3RYKOpZ+xj9cK9dF9dbJ0bb0qTqwOAJyLYA8AAACXlngqV93eXClbkWEf694kTJP6NFFUkKcWLVrkxOoAwPkcDvb169fX3XffrUGDBqlhw4blURMAAACghNRsTfsxQd9tOWYf6xkdroe61FfLqGBJks1mu8ijAaDycHP0AaNHj9aCBQvUpEkTtW3bVm+//baSk5PLozYAAABUQsXFhl6Yv0vd31xlD/Vtaodo9gPt9eGQa+yhHgBwlsPBfvz48dq4caN2796tPn36aNq0aYqKilLPnj316aefOvRcL7/8stq2bauAgACFhYXp1ltv1Z49e0rMycvL0+jRo1WlShX5+/trwIABSklJKTEnMTFRffv2la+vr8LCwvT444+rsLCwxJyVK1eqdevW8vLyUv369TVz5kxHXzoAAADKUUauTe+u2Ker/rlQ01cflCQF+1r1f0Ou0TejrtW19VgcDwAuxOFgf07Dhg01efJk7d27Vz///LNOnDihe++916HnWLVqlUaPHq1169YpNjZWNptNPXv2VE5Ojn3O+PHj9cMPP2ju3LlatWqVjh8/rv79+9v3FxUVqW/fviooKNDatWv1ySefaObMmXrmmWfscw4ePKi+ffuqS5cuio+P17hx43T//fdryZIll/vyAQAAUEaOpOXqX99tV4eXl+v1pXvt4w92ukob/9VdPaLDnVgdALi+v7V43oYNGzR79mx99dVXyszM1O233+7Q4xcvXlxie+bMmQoLC9PmzZt1ww03KCMjQ9OnT9fs2bPVtWtXSdKMGTPUpEkTrVu3Th06dNDSpUu1a9cuLVu2TOHh4WrZsqVeeOEFPfHEE3ruuefk6empDz74QHXr1tUbb7whSWrSpIlWr16tqVOnqlevXn/nUwAAAIDLdCo7X5/GHdbby/fZxxqG+6tj/aq6u0Nt1avm78TqAMA8HA72e/fu1axZs/TFF1/o4MGD6tq1q1599VX1799f/v5/75tvRkaGJCk0NFSStHnzZtlsNnXv3t0+p3HjxqpVq5bi4uLUoUMHxcXFqVmzZgoP//0vub169dKoUaO0c+dOtWrVSnFxcSWe49yccePGXbCO/Px85efn27czMzMlnV2chQVayse5zyufX9dFj8yBPpkDfTIH+lS+8guL1fn1lcrKO3v5pLfVTf+5s4U6Nagqi8UiqXSfe/pkDvTJHOiTa3GkDw4H+8aNG6tt27YaPXq07rzzzhKB+u8oLi7WuHHj1LFjR1199dWSpOTkZHl6eio4OLjE3PDwcPuCfcnJyefVcG77r+ZkZmbqzJkz8vHxKbHv5Zdf1uTJk8+rcenSpfL19b38F4m/FBsb6+wS8BfokTnQJ3OgT+ZAn8pe6hnpPzvdlWU7G+DvqlektlULlZuwUYsSLu856ZM50CdzoE+uITc3t9RzHQ72e/bsUYMGDRx92F8aPXq0duzYodWrV5f5cztq0qRJmjBhgn07MzPTvkBgYGCgEyuruGw2m2JjY9WjRw9ZrVZnl4MLoEfmQJ/MgT6ZA30qH1uPZmjsf9fbtz8Y3FLdGodd9vPRJ3OgT+ZAn1zLuTPHS8PhYF8eoX7MmDGaP3++fvrpJ9WsWdM+HhERoYKCAqWnp5c4ap+SkqKIiAj7nA0bNpR4vnOr5v9xzp9X0k9JSVFgYOB5R+slycvLS15eXueNW61W/oOXMz7Hro8emQN9Mgf6ZA70qex8svaQnv3fTvv2O3e10o3NIsvkuemTOdAnc6BPrsGRHpRqVfzQ0FCdPHlSkhQSEqLQ0NCLvjnCMAyNGTNG3333nVasWKG6deuW2N+mTRtZrVYtX77cPrZnzx4lJiYqJiZGkhQTE6Pt27crNTXVPic2NlaBgYGKjo62z/njc5ybc+45AAAAUH4Mw9CUhbvtod7b6qZ5ozvq5hZlE+oBoLIr1RH7qVOnKiAgQJL01ltvldkHHz16tGbPnq158+YpICDAfk18UFCQfHx8FBQUpOHDh2vChAkKDQ1VYGCgHn74YcXExKhDhw6SpJ49eyo6Olr33HOPXnvtNSUnJ+upp57S6NGj7UfdR44cqXfffVcTJ07UfffdpxUrVmjOnDlasGBBmb0WAAAAnC8lM08jPt2krUfPLpIcFuCl1U90lafHZd91GQDwJ6UK9kOHDr3g+3/X+++/L0nq3LlzifEZM2Zo2LBhks7+UcHNzU0DBgxQfn6+evXqpffee88+193dXfPnz9eoUaMUExMjPz8/DR06VM8//7x9Tt26dbVgwQKNHz9eb7/9tmrWrKmPPvqIW90BAACUI8MwNPyTjdpx7Ox1ovd0qK3Hb2xEqAeAMlbqa+ynT5+u4cOHX3R/VlaWxo8fr48++qjUH9wwjL+c4+3trWnTpmnatGkXnVO7dm0tXLjwks/TuXNnbdmypdS1AQAA4O/5cU+qPdSP6lxPT9zY2MkVAUDFVOo/l06YMEE33XST/XT5P1qyZImaNm2qjRs3lmlxAAAAMKef953QfTM3SZKCfKya0KOhkysCgIqr1MF+69atysnJUdOmTfXFF19IOnuUfvjw4erXr5/uvvtubdq0qdwKBQAAgDk88fU23TP997sWvTqguazunH4PAOWl1Kfi16lTRz/++KPeeustPfDAA5o1a5a2b98uf39/rVmzRm3bti3POgEAAODi4vaf0utL92jz4dOSpNpVfPXViBhFBHk7uTIAqNgcvo/9gw8+qJ9++knff/+9/Pz8NH/+fDVr1qw8agMAAIBJfLflqMZ/tVWS5GaRbm1ZQ2/c0UIWi8XJlQFAxefQOVFr1qxRixYt9Ouvv2rx4sXq3bu3YmJi9Pbbb5dXfQAAAHBhJ7LydfO7q+2h3svDTase76I3B7Yk1APAFVLqYP/oo4+qa9eu6tevn3755Rf17NlTc+bM0fTp0/Xiiy+qc+fOOnjwYHnWCgAAABeSccamti8t07bf7lF/W6sa+vGxzooK9XVyZQBQuZT6VPx58+Zp2bJluv7660uMDxw4UJ07d9aIESPUvHlzZWVllXmRAAAAcB0ZuTbN3XxELy7YbR/7bHg7Xd+gmhOrAoDKq9TBftu2bfL1vfBfX8PDwzVv3jx99tlnZVYYAAAAXM+MNQf12uI9OmMrkiQFenvojTtaEuoBwIlKHex9fX1ls9nUuHFjzZ8/X02aNDlvzj333FOmxQEAAMA15NmKNGzGBq07kGYfe+m2q3Vryxry83J4PWYAQBly6Luw1WpVXl5eedUCAAAAF2MYhrYezdCDn21SSma+JOm6+lX1n7taKcTP08nVAQAkB1fFl6TRo0fr1VdfVWFhYXnUAwAAABexdGeybn53jW6dtsYe6kd3qafP729PqAcAF+LweVMbN27U8uXLtXTpUjVr1kx+fn4l9n/77bdlVhwAAACuvIMnc/TWsr2aF3/cPta/dQ3d06G2WtUKcWJlAIALcTjYBwcHa8CAAeVRCwAAAJwoLadAz/+wU/O2Hpdh/D7+y9M9FMoRegBwWQ4H+xkzZpRHHQAAAHCiPFuRbn53tY6ePmMfe7J3Yw2JqS1fTxbHAwBXxndpAACASmzZrhS9tuRX7U3Jto9N6NFQozrXk9Xd4eWYAABO4HCwb9WqlSwWy3njFotF3t7eql+/voYNG6YuXbqUSYEAAAAoHxsOpun+TzfZtwO8PTTltmbq1yLSiVUBABzl8J9hb7zxRh04cEB+fn7q0qWLunTpIn9/f+3fv19t27ZVUlKSunfvrnnz5pVHvQAAACgDaxNO6o7/xtm3Y8ffoC1P9yDUA4AJOXzE/uTJk3r00Uf19NNPlxh/8cUXdfjwYS1dulTPPvusXnjhBd1yyy1lVigAAAD+vjMFRXpr2V7996cD9rFlEzqpfpi/E6sCAPwdDh+xnzNnju66667zxu+8807NmTNHknTXXXdpz549f786AAAAlJn4I+lq8sziEqH+x8c6E+oBwOQcDvbe3t5au3bteeNr166Vt7e3JKm4uNj+PgAAAJzv1+RM3TptjX37qb5NlPBSb9Wt6ufEqgAAZcHhU/EffvhhjRw5Ups3b1bbtm0lSRs3btRHH32kf/7zn5KkJUuWqGXLlmVaKAAAAByXnlugn/ed1MNfbLGPLXzkekVHBjqxKgBAWXI42D/11FOqW7eu3n33XX322WeSpEaNGun//u//NGjQIEnSyJEjNWrUqLKtFAAAAKWWlWfT4I/Wa/uxDBnG7+NfjehAqAeACuay7mM/ePBgDR48+KL7fXx8LrsgAAAA/D15tiK1n7JcuQVFkqSoUB/1vrq67utYVxFBXC4JABXNZQV7SSooKFBqaqqKi4tLjNeqVetvFwUAAIDLszspU0M/3mAP9Y/3aqTRXeo7uSoAQHlyONjv27dP991333kL6BmGIYvFoqKiojIrDgAAAKWTZyvSx2sO6rXFv9+Z6F99muiBG65yYlUAgCvB4WA/bNgweXh4aP78+apevbosFkt51AUAAAAHDJuxQesOpEmSfD3d9eWIDmpeM9i5RQEArgiHg318fLw2b96sxo0bl0c9AAAAcEBaToGm/ZhgD/UjO9XT+B4N5OXh7uTKAABXisPBPjo6WidPniyPWgAAAFAKh0/l6MuNR7TpUJo2HjptH29bJ0RP9ubgCwBUNg4H+1dffVUTJ07UlClT1KxZM1mt1hL7AwO5fQoAAEB5eX/lfr26+Nfzxl/p30z/aFPTCRUBAJzN4WDfvXt3SVK3bt1KjLN4HgAAQPnJyrNpwpytit2VYh97844WahwRqHphfpx6DwCVmMPB/scffyyPOgAAAHABhmFo/cE03fnhOvvYVdX8tPCR6+VtJcwDAC4j2Hfq1Kk86gAAAMCf7DqeqUfnbtXupEz72OSbm2rotXWcVxQAwOW4Xc6Dfv75Z91999269tprdezYMUnSZ599ptWrV5dpcQAAAJWRYRj6ZO0h9XnnZ3uoH9S+llY82olQDwA4j8PB/ptvvlGvXr3k4+OjX375Rfn5+ZKkjIwMTZkypcwLBAAAqEwST+Wq7qSFevZ/O+1j34y6VlNua6arqvk7sTIAgKtyONi/+OKL+uCDD/R///d/JVbE79ixo3755ZcyLQ4AAKCyefiL33+f6tusurY911Ntaoc4sSIAgKtz+Br7PXv26IYbbjhvPCgoSOnp6WVREwAAQKWUkJqlrUczJElP9W2i+6+/yskVAQDMwOEj9hEREUpISDhvfPXq1brqKn74AAAAOKq42NCz83ao+5s/SZK8PNx0b8e6Tq4KAGAWDh+xf+CBBzR27Fh9/PHHslgsOn78uOLi4vTYY4/p6aefLo8aAQAAKqx58cf0xtK9SkzLlSQ1jQzUlNuayd3N4uTKAABm4XCwf/LJJ1VcXKxu3bopNzdXN9xwg7y8vPTYY4/p4YcfLo8aAQAAKpzMPJtGz/pFP+87aR8b172BxnVv6MSqAABm5HCwt1gs+te//qXHH39cCQkJys7OVnR0tPz9WaUVAACgNNJzC9TrrZ+Uknn27kJX1wjUx0PbKizQ28mVAQDMyOFgf46np6eio6PLshYAAIAKbeuRdH227rC+3nzUPvZcv2gNvbaOLBZOvQcAXJ7LDvYAAAAovWk/JujfS/bYt6OrB2pc9wbq2TTCiVUBACoCgj0AAEA5W747xR7qQ/089X9DrlHrWsEcpQcAlAmCPQAAQDlJyynQxK+3adnuFPvY3JExqleNtYkAAGWnVPexb926tU6fPi1Jev7555Wbm1uuRQEAAJjdL4mn1fqFWHuo7xkdrp8e70KoBwCUuVIF+927dysnJ0eSNHnyZGVnZ5fJB//pp5/Ur18/RUZGymKx6Pvvvy+xf9iwYbJYLCXebrzxxhJz0tLSNHjwYAUGBio4OFjDhw8/r75t27bp+uuvl7e3t6KiovTaa6+VSf0AAAB/Fn8kXcNmbFD/99bax0Z2qqcPh1yjWlV8nVgZAKCiKtWp+C1bttS9996r6667ToZh6PXXX7/o7e2eeeaZUn/wnJwctWjRQvfdd5/69+9/wTk33nijZsyYYd/28vIqsX/w4MFKSkpSbGysbDab7r33Xo0YMUKzZ8+WJGVmZqpnz57q3r27PvjgA23fvl333XefgoODNWLEiFLXCgAAcCnZ+YV64Ydd+mrTEftY50bVdGvLGrqlZaQTKwMAVHSlCvYzZ87Us88+q/nz58tisWjRokXy8Dj/oRaLxaFg37t3b/Xu3fuSc7y8vBQRceHVYnfv3q3Fixdr48aNuuaaayRJ//nPf9SnTx+9/vrrioyM1KxZs1RQUKCPP/5Ynp6eatq0qeLj4/Xmm29eNNjn5+crPz/fvp2ZmSlJstlsstlspX59KL1zn1c+v66LHpkDfTIH+mQOjvTp8Klc9X13rfILiyVJUSE+emdgC11dI1CSVFhYWH6FVnJ8PZkDfTIH+uRaHOmDxTAMw5End3NzU3JyssLCwhwu7JKFWCz67rvvdOutt9rHhg0bpu+//16enp4KCQlR165d9eKLL6pKlSqSpI8//liPPvqo/fp/6ewPTm9vb82dO1e33XabhgwZoszMzBKn+f/444/q2rWr0tLSFBIScl4tzz33nCZPnnze+OzZs+Xryyl0AADgrLR8afkxN61O+f3qxkH1itSumiEWvAcA/B25ubkaNGiQMjIyFBgYeMm5Dq+KX1xcfNmFOerGG29U//79VbduXe3fv1///Oc/1bt3b8XFxcnd3f2Cf2Dw8PBQaGiokpOTJUnJycmqW7duiTnh4eH2fRcK9pMmTdKECRPs25mZmYqKilLPnj3/8hOKy2Oz2RQbG6sePXrIarU6uxxcAD0yB/pkDvTJHC7VJ1tRsaavPqQ34hLsYw3C/PTCzdFqU/v83y1Qfvh6Mgf6ZA70ybWcO3O8NC7rdnf79+/XW2+9pd27d0uSoqOjNXbsWNWrV+9ynu6i7rzzTvv7zZo1U/PmzVWvXj2tXLlS3bp1K9OP9UdeXl7nXcsvSVarlf/g5YzPseujR+ZAn8yBPpnDH/t08GSOnv9hp37cc6LEnHfuaqV+zatzX3on4uvJHOiTOdAn1+BIDxwO9kuWLNHNN9+sli1bqmPHjpKkNWvWqGnTpvrhhx/Uo0cPR5+y1K666ipVrVpVCQkJ6tatmyIiIpSamlpiTmFhodLS0uzX5UdERCglJaXEnHPbF7t2HwAA4Jz8wmJ9su6Avt58VL8mZ5XY171JuN6+s6X8vC7rWAkAAGXC4Z9CTz75pMaPH69XXnnlvPEnnniiXIP90aNHderUKVWvXl2SFBMTo/T0dG3evFlt2rSRJK1YsULFxcVq3769fc6//vUv2Ww2+188YmNj1ahRowuehg8AAHDOLyctevylFSoo/P1SxHrV/PRItwa6uUUkR+gBAC6hVPex/6Pdu3dr+PDh543fd9992rVrl0PPlZ2drfj4eMXHx0uSDh48qPj4eCUmJio7O1uPP/641q1bp0OHDmn58uW65ZZbVL9+ffXq1UuS1KRJE91444164IEHtGHDBq1Zs0ZjxozRnXfeqcjIs7eVGTRokDw9PTV8+HDt3LlTX331ld5+++0S19ADAAD80dr9JzXgg3X6ZJ+7PdQPu7aO4p/poeWPdtYtLWsQ6gEALsPhI/bVqlVTfHy8GjRoUGI8Pj7e4ZXyN23apC5duti3z4XtoUOH6v3339e2bdv0ySefKD09XZGRkerZs6deeOGFEte/z5o1S2PGjFG3bt3k5uamAQMG6J133rHvDwoK0tKlSzV69Gi1adNGVatW1TPPPMM97AEAwHnScwt0/yebtOnw73fc6dc8Qk/0bqKaIdwZBwDgmhwO9g888IBGjBihAwcO6Nprr5V09hr7V1991eGj4J07d9al7ra3ZMmSv3yO0NBQzZ49+5Jzmjdvrp9//tmh2gAAQOWy+XCaBrwfZ9++pUV1NTKO6IHbm7OIFADApTkc7J9++mkFBATojTfe0KRJkyRJkZGReu655/TII4+UeYEAAADlbU3CSQ3+aL19++mbojWkfU0tXHjEiVUBAFA6Dgd7i8Wi8ePHa/z48crKOrsybEBAQJkXBgAAcCWcyMovEepXPNpJV1Xzl81mc2JVAACU3t+6NwuBHgAAmN2IzzbZ3/9oyDW6qpq/E6sBAMBxDq+KDwAAUFGs3ndSWxLTJUkf3N1a3aPDnVsQAACXgWAPAAAqJcMwNO6rLZKkNrVDdOPV1Z1cEQAAl4dgDwAAKqVpPyboZHaBJOnf/2ju5GoAALh8DgV7m82mbt26ad++feVVDwAAQLnKsxXpoVmb9frSvZKkXk3Dua4eAGBqDi2eZ7VatW3btvKqBQAAoFz9mpypAe+tVU5BkSSpfpi/pg5s6dyiAAD4mxw+Ff/uu+/W9OnTy6MWAACAMmcYhpbvTtHoWb/oxrd+tof6YdfWUez4G+Tr+bduEgQAgNM5/JOssLBQH3/8sZYtW6Y2bdrIz8+vxP4333yzzIoDAAC4XPmFRfpywxF9tPqAjqSdsY83Cg/Qg52uUv/WNZ1YHQAAZcfhYL9jxw61bt1akrR3794S+ywWS9lUBQAA8DfsOp6pwR+t0+lcm32sU8NqGtO1vtrWCXViZQAAlD2Hg/2PP/5YHnUAAACUid1Jmerzzs/27UHta2lUp3qKCvV1YlUAAJSfy76oLCEhQfv379cNN9wgHx8fGYbBEXsAAOBU249mqN+7q+3b80Z3VIuoYOcVBADAFeDw4nmnTp1St27d1LBhQ/Xp00dJSUmSpOHDh+vRRx8t8wIBAABKY8WvKSVC/af3tSPUAwAqBYeD/fjx42W1WpWYmChf399PaRs4cKAWL15cpsUBAABcSnGxoYXbk9T9zVW6b+YmSZK31U3zH75ONzSs5uTqAAC4Mhw+FX/p0qVasmSJatYsuZJsgwYNdPjw4TIrDAAA4FKKiw3d98lGrdxzwj4W5GPVT493UZCv1YmVAQBwZTkc7HNyckocqT8nLS1NXl5eZVIUAADApWw7mq57pm9Qxpmzq973bVZdPZuGq0+z6rK6O3xCIgAApubwT77rr79en376qX3bYrGouLhYr732mrp06VKmxQEAAPyRYRh66vvtuvndNfZQ/8xN0Zo2uLVuaVmDUA8AqJQcPmL/2muvqVu3btq0aZMKCgo0ceJE7dy5U2lpaVqzZk151AgAAKBNh9I09st4HUs/I0lqXjNI/7mrlWpX8XNyZQAAOJfDwf7qq6/W3r179e677yogIEDZ2dnq37+/Ro8ererVq5dHjQAAoBIzDEOPf71NX28+ah97qHM9TbyxsROrAgDAdVzWfeyDgoL0r3/9q6xrAQAAKOFIWq4Gf7ReiWm59rHZD7TXtfWqOrEqAABcy2UF+9OnT2v69OnavXu3JCk6Olr33nuvQkNDy7Q4AABQeeUXFqnz6ytVVGxIku64pqZeuq0Z19EDAPAnDv9k/Omnn1SnTh298847On36tE6fPq133nlHdevW1U8//VQeNQIAgEpmb0qWuvz791D/bL9ovfaPFoR6AAAuwOEj9qNHj9bAgQP1/vvvy93dXZJUVFSkhx56SKNHj9b27dvLvEgAAFA5nMrO1yuLftXcP1xPf1e7Whp2bR3nFQUAgItzONgnJCTo66+/tod6SXJ3d9eECRNK3AYPAADAESmZeWo/Zbl9+6pqfnp7YCs1qxnkxKoAAHB9Dgf71q1ba/fu3WrUqFGJ8d27d6tFixZlVhgAAKg8th/N0C3TVtu3Xx3QTAPb1nJiRQAAmEepgv22bdvs7z/yyCMaO3asEhIS1KFDB0nSunXrNG3aNL3yyivlUyUAAKiQ8mxF+vaXY/rnd79fyvfliA7qcFUVJ1YFAIC5lCrYt2zZUhaLRYZh2McmTpx43rxBgwZp4MCBZVcdAACokAzD0O6kLA2bsUGpWfn2cUI9AACOK1WwP3jwYHnXAQAAKon4I+kaM/sXHT19xj52V7taGty+lq6uwfX0AAA4qlTBvnbt2uVdBwAAqATmbDyiid/8fonftfWq6NGeDdWmdqgTqwIAwNwcXjxPko4fP67Vq1crNTVVxcXFJfY98sgjZVIYAACoOI6k5eqVRb9qwfYkSZKnh5s+HtpW1zWo6uTKAAAwP4eD/cyZM/Xggw/K09NTVapUkcVise+zWCwEewAAYGcYhiZ9u11fbjxiH6se5K0fH+ssb6v7JR4JAABKy+Fg//TTT+uZZ57RpEmT5ObmVh41AQCACmLCnK36bssx+/bEGxvp/uuukqcHv0MAAFBWHA72ubm5uvPOOwn1AADgorLybHr+h132UN+keqB+GNNRHu78/gAAQFlz+Kfr8OHDNXfu3PKoBQAAmFxRsaG3lu3VNS8u09zNRyVJ0dUD9d1D1xLqAQAoJw4fsX/55Zd10003afHixWrWrJmsVmuJ/W+++WaZFQcAAMyjqNjQHf+N0+bDp+1jU25rpoFto+TuZrnEIwEAwN9xWcF+yZIlatSokSSdt3geAACofDYfTtMDn25WWk6BJOmWlpF6dUBzFsgDAOAKcDjYv/HGG/r44481bNiwcigHAACYyYaDafpyQ6K+/cMCeQ91rqeJNzZ2YlUAAFQuDgd7Ly8vdezYsTxqAQAAJpCRa9MncYf03ZZjOngyxz4e4O2hL0d0UNPIICdWBwBA5eNwsB87dqz+85//6J133imPegAAgAtbk3BSgz9aX2Ksfd1QTbyxsVpGBXMtPQAATuBwsN+wYYNWrFih+fPnq2nTpuctnvftt9+WWXEAAMB1rPg1RffN3GTfHtS+lu7rWFf1w/ydWBUAAHA42AcHB6t///7lUQsAAHBRE+bE69tffr+Oft7ojmoRFey8ggAAgJ3DwX7GjBnlUQcAAHBRO49n2EN9gzB/zbyvnWoE+zi5KgAAcI7DwR4AAFQeqVl56vvOaklSVX8vxU7o5OSKAADAn7k5+oC6devqqquuuuibI3766Sf169dPkZGRslgs+v7770vsNwxDzzzzjKpXry4fHx91795d+/btKzEnLS1NgwcPVmBgoIKDgzV8+HBlZ2eXmLNt2zZdf/318vb2VlRUlF577TVHXzYAAJXOil9T1O6l5fbtsd0bOLEaAABwMQ4fsR83blyJbZvNpi1btmjx4sV6/PHHHXqunJwctWjRQvfdd98Fr9t/7bXX9M477+iTTz5R3bp19fTTT6tXr17atWuXvL29JUmDBw9WUlKSYmNjZbPZdO+992rEiBGaPXu2JCkzM1M9e/ZU9+7d9cEHH2j79u267777FBwcrBEjRjj68gEAqDQ2Hjptf/+V/s10Z7taTqwGAABczGXd7u5Cpk2bpk2bNl1w38X07t1bvXv3vuA+wzD01ltv6amnntItt9wiSfr0008VHh6u77//Xnfeead2796txYsXa+PGjbrmmmskSf/5z3/Up08fvf7664qMjNSsWbNUUFCgjz/+WJ6enmratKni4+P15ptvEuwBALiI7PxCHThx9gy44dfVJdQDAODCyuwa+969e2vSpElltrjewYMHlZycrO7du9vHgoKC1L59e8XFxenOO+9UXFycgoOD7aFekrp37y43NzetX79et912m+Li4nTDDTfI09PTPqdXr1569dVXdfr0aYWEhJz3sfPz85Wfn2/fzszMlHT27ASbzVYmrw8lnfu88vl1XfTIHOiTObh6nw6dytHN0+J0xlYsSarqZ3XZWsuTq/cJZ9Enc6BP5kCfXIsjfSizYP/1118rNDS0rJ5OycnJkqTw8PAS4+Hh4fZ9ycnJCgsLK7Hfw8NDoaGhJebUrVv3vOc4t+9Cwf7ll1/W5MmTzxtfunSpfH19L/MVoTRiY2OdXQL+Aj0yB/pkDq7WJ1uxtPmkRV/sd7ePDbyqSBEZu7Rw4S4nVuZcrtYnXBh9Mgf6ZA70yTXk5uaWeq7Dwb5Vq1ayWCz2bcMwlJycrBMnTui9995z9Olc0qRJkzRhwgT7dmZmpqKiotSzZ08FBgY6sbKKy2azKTY2Vj169JDVanV2ObgAemQO9MkcXK1Pp3ML9EbsPn216ff71Ht6uOn1AVer99URTqzMuVytT7gw+mQO9Mkc6JNrOXfmeGk4HOxvvfXWEttubm6qVq2aOnfurMaNGzv6dBcVEXH2F4mUlBRVr17dPp6SkqKWLVva56SmppZ4XGFhodLS0uyPj4iIUEpKSok557bPzfkzLy8veXl5nTdutVr5D17O+By7PnpkDvTJHFyhTz/vO6F7Z2xUYbEhSQrw9lCfq6vrn32aKMiX/0OSa/QJf40+mQN9Mgf65Boc6YHDwf7ZZ5919CGXpW7duoqIiNDy5cvtQT4zM1Pr16/XqFGjJEkxMTFKT0/X5s2b1aZNG0nSihUrVFxcrPbt29vn/Otf/5LNZrN/YmJjY9WoUaMLnoYPAEBlYSsq1ovzd9tD/VsDW+qWlpElzswDAACuz+H72Jel7OxsxcfHKz4+XtLZBfPi4+OVmJgoi8WicePG6cUXX9T//vc/bd++XUOGDFFkZKT9rIEmTZroxhtv1AMPPKANGzZozZo1GjNmjO68805FRkZKkgYNGiRPT08NHz5cO3fu1FdffaW33367xKn2AABUNou2J6n9lOXak5IlSXrptqt1a6sahHoAAEyo1Efs3dzc/vKHvcViUWFhYak/+KZNm9SlSxf79rmwPXToUM2cOVMTJ05UTk6ORowYofT0dF133XVavHix/R72kjRr1iyNGTNG3bp1k5ubmwYMGKB33nnHvj8oKEhLly7V6NGj1aZNG1WtWlXPPPMMt7oDAFRKB0/m6Mlvtmn9wTT72D/7NNadbbmdHQAAZlXqYP/dd99ddF9cXJzeeecdFRcXO/TBO3fuLMMwLrrfYrHo+eef1/PPP3/ROaGhoZo9e/YlP07z5s31888/O1QbAAAVSXJGnp76fruW7f59bZpG4QH6ckQHhfh5XuKRAADA1ZU62N9yyy3nje3Zs0dPPvmkfvjhBw0ePPiSARwAADjHnuQs9fvPahUUnf0DfJdG1XRvx7q6oWE1J1cGAADKwmXdx/748eN69tln9cknn6hXr16Kj4/X1VdfXda1AQCAv6GgsFhPfrtN3/7y+23sPrynjXo2rby3sAMAoCJyKNhnZGRoypQp+s9//qOWLVtq+fLluv7668urNgAAcJlyCwp1+wdx2nn87D1wQ3yt+nJEjBpFBDi5MgAAUNZKHexfe+01vfrqq4qIiNAXX3xxwVPzAQCA870Zu1fvLN9n3+4RHa4P72nDivcAAFRQpQ72Tz75pHx8fFS/fn198skn+uSTTy4479tvvy2z4gAAQOnYioq1cHuSPos7rE2HT9vHb2tVQ68MaEaoBwCgAit1sB8yZAi/FAAA4ELOFBRpdcJJzVp/WCv3nLCPe7hZ1L1JuN4c2EK+npe1nA4AADCRUv+0nzlzZjmWAQAASstWVKyPfj6oVxf/et6+O9tGaUKPhgoL9HZCZQAAwBn4Mz4AACaQmpWnF+fv1ubDp3Us/UyJfTe3iNT1Daqqb/PqHKEHAKAS4qc/AAAuLP5IuqavPqjFO5JkKzLs454eburUsJreubOVfDzdnVghAABwNoI9AAAuyDAMPf71Nn29+ah9rHWtYN1xTZQ6NwpTVX9Pebi7ObFCAADgKgj2AAC4kJz8Qr20cLeW705RSma+JKlhuL/evKOlrq4R5OTqAACAKyLYAwDgIgoKizX04w3229V5erhp+HV19cSNjZ1cGQAAcGUEewAAnCwrz6aF25M0+Yddyi0oknT2tPtZ93fg+nkAAPCXCPYAADjJkp0p+n5rklYnnFSerdg+/s8+jXX/dVfJzc3ixOoAAIBZEOwBALjCdidl6b1dbtoTt9U+Vj/MX32ujtAdbaNUM8TXidUBAACzIdgDAHAF5NmKdPT0GS3ekaTXl+6VdHZF+wZh/nq2X1N1rF9FFgtH6AEAgOMI9gAAlBPDMPTzvpP6eM1Brdp7Qsbvt6GXp5uhL0d0UOs6VZ1XIAAAqBAI9gAAlINfkzP18Owt2peabR/z83RXk+qBurNtTVmObFEzbl8HAADKAMEeAIAykJFr066kTMXuStH6g6e083imfV/H+lX04q3NVKeKrywWi2w2mxYe2+LEagEAQEVCsAcA4G8oLCrWU9/v0De/HJWtyCixr22dEA2JqaN+LSKdVB0AAKgMCPYAAFymHccyNGFOvPam/H66ffcmYWocEahbW9VQ/TB/J1YHAAAqC4I9AAAO2puSpRGfbtKhU7n2sR7R4frv3W249zwAALjiCPYAAJRSYVGxnp+/S5/GHbaP9WsRqSExtXVN7RBuVwcAAJyCYA8AwF+wFRVr29F0Tfx6m/afyLGPfzTkGnWPDndiZQAAAAR7AAAuqrjY0Febjuip73eoqPj3hfFuaRmptwa25Ag9AABwCQR7AAD+pKjY0PxtxzX+q3j9Ic8r5qoqGt2lvq5rUNV5xQEAAPwJwR4AgN+cyMrX3M1HNDV2b4lb193aMlLP33q1Ar2tTqwOAADgwgj2AIBKzVZUrA0H0zR7faKW7kq2B/oALw81jwrSy7c1V60qvk6uEgAA4OII9gCASqmgsFhPfrNN87clqaCo2D7eMipYg9rXUr/mkfLxdHdihQAAAKVDsAcAVCqGYeiXxNMaM3uLkjLy7ON3d6ilQe1qKzoy0InVAQAAOI5gDwCo8NYdOKWf953QjmOZ2nY0XadzbfZ9/VvX0Bu3t2CFewAAYFoEewBAhZORa9OSXcn65fBpbTuaoV1JmSX2e7q7KToyUON7NFSnhtWcVCUAAEDZINgDACqM2F0p+mpjolbtPVFiVXs3i1QjxEcjrr9KzWsGq3H1AHl5cP08AACoGAj2AADTO5mdr7s/Wq9fk7PsY40jAtStSZgahgeoda0QRYWysj0AAKiYCPYAANM6nVOg537YqXnxx+1j3ZuEa+KNjdQwPMCJlQEAAFw5BHsAgGkYhqH9J3L0adwhbUlM1/ZjGfZ93lY3TR/aVh3rV3VihQAAAFcewR4AYAp5tiL1fedn7T+Rc96+f/+jufq3ril3N1a2BwAAlQ/BHgDgsgzD0L+X7NFP+05ob3K2CoqKJUmdGlbTHddEqXYVX9UP85e3lYXwAABA5UWwBwC4pB3HMtTv3dUyfl/cXtWDvDWhR0Pdfk2U8woDAABwMQR7AIBLSc8t0MjPN2vdgTT7WJdG1fRE78aqV81fVnc3J1YHAADgegj2AACXcCz9jP7vpwP6JO6Q/Si9p7ub5j9yHSvcAwAAXALBHgDgVL8kntbn6w7r21+OlRgf06W+xnVvIA+O0AMAAFwSwR4A4BTz4o/p/ZX79WtyVonxtwa21I1XR7AgHgAAQCkR7AEAV9zP+05o7Jfx9u32dUN1U/Pquql5pEL8PJ1XGAAAgAm59PmNzz33nCwWS4m3xo0b2/fn5eVp9OjRqlKlivz9/TVgwAClpKSUeI7ExET17dtXvr6+CgsL0+OPP67CwsIr/VIAoNI7mZ2vaT8maNK32/Tq4l/t49+MulZfPRije2LqEOoBAAAug8sfsW/atKmWLVtm3/bw+L3k8ePHa8GCBZo7d66CgoI0ZswY9e/fX2vWrJEkFRUVqW/fvoqIiNDatWuVlJSkIUOGyGq1asqUKVf8tQBAZbUl8bQG/d96nbEVlRgfGlNbbWqHOKkqAACAisHlg72Hh4ciIiLOG8/IyND06dM1e/Zsde3aVZI0Y8YMNWnSROvWrVOHDh20dOlS7dq1S8uWLVN4eLhatmypF154QU888YSee+45eXpyZAgAyktOfqG++eWoftp7Ust2/3421bjuDVTF30vV/D3VuVGYEysEAACoGFw+2O/bt0+RkZHy9vZWTEyMXn75ZdWqVUubN2+WzWZT9+7d7XMbN26sWrVqKS4uTh06dFBcXJyaNWum8PBw+5xevXpp1KhR2rlzp1q1anXBj5mfn6/8/Hz7dmZmpiTJZrPJZrOV0yut3M59Xvn8ui56ZA6u0Kfj6Wf00qI9+nHPCdmKDPu4t9VNn917jVpGBf9hdrFstuIrXqOzuUKf8NfokznQJ3OgT+ZAn1yLI31w6WDfvn17zZw5U40aNVJSUpImT56s66+/Xjt27FBycrI8PT0VHBxc4jHh4eFKTk6WJCUnJ5cI9ef2n9t3MS+//LImT5583vjSpUvl6+v7N18VLiU2NtbZJeAv0CNzuNJ9Ss6VViW76UCmRSlnJEMW+742VYvVIcxQlF+hjm9fq+Pbr2hpLo2vJ3OgT+ZAn8yBPpkDfXINubm5pZ7r0sG+d+/e9vebN2+u9u3bq3bt2pozZ458fHzK7eNOmjRJEyZMsG9nZmYqKipKPXv2VGBgYLl93MrMZrMpNjZWPXr0kNVqdXY5uAB6ZA5Xsk9nCoo0Y+1hzdt6XAdOlvzBE3NVqIZ0qKVujavJYrFc5BkqL76ezIE+mQN9Mgf6ZA70ybWcO3O8NFw62P9ZcHCwGjZsqISEBPXo0UMFBQVKT08vcdQ+JSXFfk1+RESENmzYUOI5zq2af6Hr9s/x8vKSl5fXeeNWq5X/4OWMz7Hro0fmUJ59OlNQpLeW79V/Vx0oMd6keqDu7VhHnRtWU1igd7l87IqGrydzoE/mQJ/MgT6ZA31yDY70wKVvd/dn2dnZ2r9/v6pXr642bdrIarVq+fLl9v179uxRYmKiYmJiJEkxMTHavn27UlNT7XNiY2MVGBio6OjoK14/AJjZ6ZwCvTh/lzq8vLxEqO99dYSWTeikRWOv1x3XRBHqAQAArjCXPmL/2GOPqV+/fqpdu7aOHz+uZ599Vu7u7rrrrrsUFBSk4cOHa8KECQoNDVVgYKAefvhhxcTEqEOHDpKknj17Kjo6Wvfcc49ee+01JScn66mnntLo0aMveEQeAHC+bUfT9cWGRH2x4Yh9LCrUR3e2raV7O9aRr6dL/ygBAACo8Fz6t7GjR4/qrrvu0qlTp1StWjVdd911WrdunapVqyZJmjp1qtzc3DRgwADl5+erV69eeu+99+yPd3d31/z58zVq1CjFxMTIz89PQ4cO1fPPP++slwQAplFUbGjOpiOa9G3J1e4m9W6s+6+/Su5uXDsPAADgClw62H/55ZeX3O/t7a1p06Zp2rRpF51Tu3ZtLVy4sKxLA4AKp7CoWEt3peh/8cd16FSODp3KUd4fbkX31sCW6hEdLj8vl/7RAQAAUOnw2xkAVGIZuTb9tO+E4o+ka/GOZB1LP1Niv4/VXR3rV9XztzRVZHD53Y0EAAAAl49gDwCVSH5hkTYcTLO/bT58WoXFhn1/iK9Vg9vXVps6Iaod6qvaVfw45R4AAMDFEewBoBLILyzS3E1H9dT3O87bVyPYRzVCfNSveXXdfk2UvK3uTqgQAAAAl4tgDwAVUFGxodV7UrXhYJqOnj6jJTuTVVD4+/Xyva+O0A0Nq6nDVVVUt6qfEysFAADA30WwB4AKJr9I+sd/12vH8cwS414ebrqnQ22N69FQ/iyABwAAUGHwmx0AmFh2fqESUrOVkpmn1Mw8zV6fqP2p7iooPhvqG4b76/Y2UaoZ4qP2V1VRqJ+nkysGAABAWSPYA4AJ/XfVfs1ce0hJGXkX2GuRp4ebnr+5qQa2jZLFwuJ3AAAAFRnBHgBM5ExBkUZ8tkk/7ztZYrxlVLDCA71Uzd9TOSmH9NKw7vL19nJSlQAAALiSCPYA4OIMw9DBkzl68pvt2nAozT5ePchb3z50rSICve1H5W02mxYuPCiru5uzygUAAMAVRrAHABdTWFSs5b+m6osNidqXkq2T2fnK/8OK9qF+nhrcvpYm9GjIafYAAAAg2AOAK0jJzFP8kXTFH0nX/+KP61j6mfPmdG0cpvuvq6uYelUI9AAAALAj2AOAE2w8lKYNB9MUfyRd246mKyUzv8T+EF+r7mxXS92bhCsswEtV/D3l68m3bAAAAJyP3xIB4AooKCzWlsTT+mHbcX2+LvG8/W4WqWF4gJrXDFJMvSrqfXV1eVvdnVApAAAAzIZgDwDlxDAMHT19Rq8v3aP525JUVGyU2B/kY9XDXeurRVSwmkYGckQeAAAAl4XfIgHgb8otKNQPW48rMS1XyRn5Ss48o6SMPCVn5Cm3oKjE3F5Nw9UyKkQDWtdQWKC3kyoGAABARUKwBwAHncrO187jmb+9ZWj+tqSLzrVYpGvrVdGNTSM0oE1NjsoDAACgzPEbJgBcQHGxoSOnc7U7KUuZZ2xKP1OgtBybPli1/6KPiQzy1t0xtVU9yFsRgT5n/w3y5lp5AAAAlCuCPQD8xjAMTV99ULPWJ+ro6VzZioyLzq1b1U/RkYFqGhmoJhGBahgRoBrBPlewWgAAAOAsgj2ASie/sEg//pqqgydzdSIrXyey85Wamaf1B9NKzHOzSMWG1KR6oBpHBCjIx6oQX091uCpU7a+q4qTqAQAAgJII9gAqNMMwtOnwaW06dFo7jmfo2Okzij+SftH5Hm4Wtb8qVC/e2kxRIT7ycHe7csUCAAAAl4FgD6BC+TU5U1uPpOtYep42HDyldQfSLjr33D3jq/l7qVqAl8ICvBVdPVBBvtYrWDEAAADw9xDsAZhecbGhNftP6oNV+7Um4dQF51QL8NJ9HeuqRoiPqvh5qlWtYFaoBwAAQIXAb7UATKeo2NDupEwlZeTpxz2pWr47RSmZ+SXmDGpfSzWCfVQzxEedGlZTsK+nk6oFAAAAyhfBHoCpHEs/ozs+iNOx9DMlxj093DSoXS0Niamtq6r5O6k6AAAA4Moj2AMwhTdj9+qHrcd1+FSOin+7C12Ir1VtaoeoXd1QDYmpw/3iAQAAUCkR7AG4HMMwlJVfqOSMPCVl5OlIWq7eWb7Pvr9j/Soa2amerm9QzYlVAgAAAK6BYA/AqbLzC/W/+OPam5Kl1Kw8HUk7owMnspVTUHTB+T893kW1qvhe4SoBAAAA10WwB3DF5NmKtCc5S2v3n9LO4xlKSM3Wr8lZF50f5GNV9SBvhQd6KzLYW50aViPUAwAAAH9CsAdQ5g6fytHelGx9vu6wDEnpuQU6lV2gpIwz9uvj/6xdnVB1alRNdav6qVFEgCKDfOTjyTXzAAAAwF8h2AMoM9uPZuj1pXu0au+Ji84J8rGqbZ0Qta0TqhohPgoL8FbzmkEsfAcAAABcJoI9gEvKsxXpZHa+UtJzteO0RTmbjyk9r1CnsguUnmtTxpkCnc61aXdSpnL/cF381TUCFRHoo0AfD/VtVl3Bvp6qFeqrqv6eslgsTnxFAAAAQMVCsAcqkTxbkZIz8nTGVqQ8W5H939yCIp3OKVBqVr72pWQrNStPp3LOnj6fnV/4h2dwl37decmPUSvUV+8OaqXmNYPL9bUAAAAAOItgD1RAhmEoO79QaTkFWrQjWYdO5mjn8UztSc5SQVGxw8/n6e6mKv6e8ig8o6tqVFO1AG9V8fdUiK+ngn2sCvKxKizQS+GB3qoR7MMReQAAAOAKItgDLuzc/dxPZOXr8KkcHT6Vq4wzNp0pOHuU/exboXILinSmoEhZ+YU6nVOgtJyCiwZ4b6ub/L085G11l4/VXT6e7vL2cFew79lwXivUV7VCfVXF30tV/b1Uxd9TAV4eKiws1MKFC9WnT2tZrdYr/JkAAAAAcDEEe8AJbEXFSkrP04ZDacrKsynttzB+7u10boHScmxKzy1Q4cWWkS8Fb6ubqvidDecjO9VT08hA1Qr15Yg6AAAAUIEQ7IEr4ExBkQ6n5eiJr7cpNStfKZl5F73t24X4erqrVqiv6lTxU6i/p/w83eXj6SFfT/eS73t5KNTXU6H+ngr19eR2cQAAAEAlQLAH/obiYkNZeYU6lZOvtJwCncop0Onf/p2++qD8vNx1MqtAZ2xF5z3W091Nwb5WeVvd1alhNYX6eZZ4C/H1VIifVSG+ntwKDgAAAMBFEeyBUkrNytPs9Ynak5ylAydyzob43AIVXeLQe1rO7+97ebipZVSwbmhYTbdfU1NV/bzk5sYp8QAAAAD+HoI9cBFHT+dq1d4Tik9MV/yRdO1Lzb7oXH8vD/uR9ip+ngr57d8aIT66oUE1VQ3wkp+nO9e2AwAAAChzBHvgArLzC3Xdqz+eNx4R6K02tUN0+zU1VS3AS1X8vBTiZ5WXB6fKAwAAAHAOgj3wJ3uSs3THf+Ps26O71FOrqBC1iApWtQAvJ1YGAAAAAOcj2KNSyrMV6dCpHJ3+7ZZy6WdsOp1boMRTufpy4xH7vIc619PjvRo7sVIAAAAAuDSCPUwlz1akLYnpyrMVqaCoWIVFhmxFxbIVFauw+Nz7Z/8tLCpWQZGhwt/2nxtftjtFp7L/+v7wP4y5Ts1qBl2hVwYAAAAAl4dgj3JTVGzojK1IufmFysovVGJarjLP2JR5xqaMMzZl5hXa38/Osyk51U2fHtugwmJDBX8I57YiQwW/hfP0XFuZ1livmp+CfT0V4mtVsK+ngn2sigz20T+uqalAb2uZfiwAAAAAKA8E+0rIMAwlpuUqPdem3IIinbEVKregSDn5hTqWnqfsvEJl59uUnV+o7PwiFRWfDddFxYYKiw0VFZ89Un5uu7C4WEVF5/ad/Te/sEh5tmIHK3OTMtNLPbt1rWB5uLvJ091NHu4Webi5ydPj7L9WdzdZ3S2y/rbv3LaHm5sCfaxqViNIbeuEsEo9AAAAANOrVMF+2rRp+ve//63k5GS1aNFC//nPf9SuXTtnl1UuMvNsysg9ezQ8LadAB05k60R2vlIz87U7OVM7jmVesVosFsnX6q7IYB+FBXop0Nt69s3HQ0E+VgX6WOXtbtHO7VvVtk1r+XhZfwviJYO6p4dFgd5WVQvwIpADAAAAwG8qTbD/6quvNGHCBH3wwQdq37693nrrLfXq1Ut79uxRWFiYs8srE8XFhp753w4t3Zmi1Kz8S851s5y9dZuPp7t8PT1++9dd1YO8FezrKX8vDwV4e8jX08N+pNvdzSIPN4v96Lj7b+/bx93c7Nue7m7y9XSXn5eHvDzc/jKI22w2eSXFq1fTcFmtnAIPAAAAAKVVaYL9m2++qQceeED33nuvJOmDDz7QggUL9PHHH+vJJ590cnVlY8Wvqfp8XaJ929vq9tuRcavqVPFTjWBvVQvwUligtzo1rKbwQG8nVgsAAAAAKAuVItgXFBRo8+bNmjRpkn3Mzc1N3bt3V1xc3Hnz8/PzlZ//+xHvzMyzp63bbDbZbGW7eFtZSsvOs7//y7+6KsD70u11pddyrhZXqgkl0SNzoE/mQJ/MgT6ZA30yB/pkDvTJtTjSB4thGJe+51cFcPz4cdWoUUNr165VTEyMfXzixIlatWqV1q9fX2L+c889p8mTJ5/3PLNnz5avr2+513u5judIO9MtquIlta5a4dsKAAAAABVWbm6uBg0apIyMDAUGBl5ybqU4Yu+oSZMmacKECfbtzMxMRUVFqWfPnn/5CcXlsdlsio2NVY8ePbjG3kXRI3OgT+ZAn8yBPpkDfTIH+mQO9Mm1nDtzvDQqRbCvWrWq3N3dlZKSUmI8JSVFERER58338vKSl5fXeeNWq5X/4OWMz7Hro0fmQJ/MgT6ZA30yB/pkDvTJHOiTa3CkB27lWIfL8PT0VJs2bbR8+XL7WHFxsZYvX17i1HwAAAAAAMymUhyxl6QJEyZo6NChuuaaa9SuXTu99dZbysnJsa+SDwAAAACAGVWaYD9w4ECdOHFCzzzzjJKTk9WyZUstXrxY4eHhzi4NAAAAAIDLVmmCvSSNGTNGY8aMcXYZAAAAAACUmUpxjT0AAAAAABUVwR4AAAAAABMj2AMAAAAAYGIEewAAAAAATIxgDwAAAACAiRHsAQAAAAAwMYI9AAAAAAAmRrAHAAAAAMDECPYAAAAAAJgYwR4AAAAAABPzcHYBZmAYhiQpMzPTyZVUXDabTbm5ucrMzJTVanV2ObgAemQO9Mkc6JM50CdzoE/mQJ/MgT65lnP581wevRSCfSlkZWVJkqKiopxcCQAAAACgMsnKylJQUNAl51iM0sT/Sq64uFjHjx9XQECALBaLs8upkDIzMxUVFaUjR44oMDDQ2eXgAuiROdAnc6BP5kCfzIE+mQN9Mgf65FoMw1BWVpYiIyPl5nbpq+g5Yl8Kbm5uqlmzprPLqBQCAwP5JuLi6JE50CdzoE/mQJ/MgT6ZA30yB/rkOv7qSP05LJ4HAAAAAICJEewBAAAAADAxgj1cgpeXl5599ll5eXk5uxRcBD0yB/pkDvTJHOiTOdAnc6BP5kCfzIvF8wAAAAAAMDGO2AMAAAAAYGIEewAAAAAATIxgDwAAAACAiRHsAQAAAAAwMYI9AJgI650CAADgzwj2KHcJCQm64YYb9Nlnn0kimLii5ORkHT9+XGfOnJEkFRcXO7kiXEhWVlaJbb6WXNO5ryOYA19Hrq2wsNDZJaAUsrOznV0CSuHw4cM6evSoJKmoqMjJ1aCsEexRbgoKCjRkyBA1btxYq1ev1s6dOyVJFovFyZXhHJvNpgcffFAxMTHq16+fevfurby8PLm58a3BldhsNo0cOVJ9+vTRP/7xD3366aeS+FpyNTabTaNGjVL//v01ZMgQrVu3jtDogmw2m15//XV99913kvg6clUFBQWaOHGiRowYoQkTJujAgQPOLgkXUFBQoIcffli33nqr+vfvr6+++orvey5q3rx5qlu3rsaMGSNJcnd3d3JFKGv89o5y8corrygkJESHDx9WQkKC+vXrp+TkZEn8hdBVHDt2TDfccIP27dun2bNna+zYsTpy5IiefPJJZ5eGPzhw4IDatm2rX3/9VRMnTlRQUJBeeeUVjRw50tml4Q+Sk5PVvn17bdu2Tf369dO2bds0cuRI/fvf/5bEWTCuYtGiRWrRooUmTpyob775RsePH5fEUXtXM3fuXNWtW1ebNm1SzZo19dVXX2nkyJFau3ats0vDH3z22WeqU6eOduzYoaFDhyorK0tvv/22lixZ4uzScAEbNmxQ+/btdeTIEX3zzTeS+J28oiHYo8xNnz5dX3zxhWbOnKlVq1apTp06atOmjVavXi2JvxC6ip9//llnzpzR7NmzFRMToyFDhui6665TQECAs0vDHyxatEghISFauHCh+vXrp+nTp+uRRx7Rhx9+qG+//ZbA6CLWrFmjgoICzZkzRw899JBWrVql2267Tc8++6x27twpNzc3wqOT5eTk6LvvvlOPHj00ZcoU7dmzR/PmzZPEUXtXEh8frxkzZujhhx/WihUr9Pzzz2v9+vVKSEjQoUOHnF0efrN3717973//08SJE/Xjjz/qnnvu0fTp03XgwAF5eHg4uzz8wbnfEzIyMtS2bVu1atVKb7/9tmw2m9zd3fnZVIEQ7FFmzn3juO222xQfH6/bb7/dvs/Pz08+Pj7av3+/s8rDn6Snp2vfvn2KiIiQJCUlJWnbtm0KDQ21/xEGzpeQkKDCwkL5+vrKMAxZLBb7D+EpU6bo1KlTTq6wcjv3fe/EiRM6ffq0atSoIUkKCgrSgw8+qOuuu04PPvigJMKjs/n6+mrYsGF66KGH9OSTT6pWrVpatGiRtm3bJomzKlxFQUGBoqOjNWTIEElnL52oWbOmQkJCtHv3bidXh3OqVaumxx9/XMOGDbOPnTp1Si1atJC/v7/y8/OdVxxKOPeH5YSEBN1999267bbbdOrUKb3//vuSzn6NoWIg2ONv27Bhg6TfT2UMDQ21/wJ7bqx9+/batWuXvL29S4zjyjjXoz/+4hoTE6OgoCC1b99e//jHP1SrVi0FBQVpwYIF6tOnj55//nm+2V9hF+pTQECAvL29tXDhQvvX1Zo1azR58mTt2LFDixcvPu8xKF9ff/21li1bpqSkJPt6FO7u7oqIiNDPP/9snxcREaEnn3xSGzduVGxsrCS+911Jf+yTdPYPK9dee60aNWokSRo5cqSOHj2q7777ToZhsLaIk5zr07nLItq1a6fXX39dkZGRkiSr1aqMjAzl5OSoY8eOziy1Uvvz11NISIjatWun4OBgSdKYMWPUrl07paamql+/furfv3+J74e4Mv7cJ+ns6fYWi0Xu7u7Kz89Xhw4ddNttt2n69Om6++679eabb/KHmIrCAC7Td999Z0RGRhpVqlQxDh48aBiGYRQVFV1wbkJCglGrVi1jxowZV65AXLBHNpvNvv/gwYPGokWLjOjoaOPTTz+1j3/++eeGn5+fceTIkStdcqV0oT7l5+cbhmEYu3btMm699VYjKCjIGDhwoOHv72+0a9fOOHbsmDFw4ECjX79+Tqy8cvn000+NsLAwo127dka1atWMjh07Gt98841hGIbxyy+/GNHR0cYrr7xi751hGEZycrJx8803G/fcc4+zyq50LtSn7777zjCMsz+jiouL7XMfeugho1OnTsayZcsMwzBK7EP5ulSfiouLS/w+cejQIaNBgwZGQkKCk6qtvP7q6+mcO++801i8eLGRnZ1trFmzxrj99tuNmJgYJ1Vd+VyqT4ZhGGlpaUZERIT959P48eMNb29vw8fHx9i0aZOTqkZZ48/TuCyzZs3SlClTdMMNN6hJkyZ65ZVXJOmiRzy8vb3l5eXFbaCuoIv16I/XvtWpU0enT5+Wu7u77r77bvtR3+uuu04FBQX2U1RRfi7WJ09PTxmGoSZNmuidd97R1KlTVbVqVX3++edav369IiMjVVBQoFq1ajn5FVR8hYWFevvtt/Xyyy9rypQp+vnnn/X999+rXr16+uijj3TmzBm1atVK1113nb799tsSC3yFh4fLarVyNPgKuFSfPvzwQ+Xn58vNzU0Wi8X+ve7hhx9WXl6e5s2bp5ycHBmGob179zr5lVRspemTxWIpsS7FypUrJcl+FF+S0tLSnFF+pVHar6dztyOcPXu2evXqJT8/P/uZMXl5efYzMVA+StMn6extWDt16qRvv/1WzZs312effabu3burdu3a9u+HLKRnfvymAYec+6KvX7++unXrpldffVU333yzVq5caf/B++dvDIZhqEaNGgoPD9e6deskcdpweXK0R8Zvp6Cmpqbaw8eCBQvUunVrtWvX7orXX1k40qeoqCjde++9evfdd3XLLbdIOrsKe2JiourXr++U+iuTnJwcnThxQkOHDtW9994rT09PXXvttYqOjlZmZqYKCgokSZMnT5bNZtOHH36oY8eO2R9/5swZhYaGOqv8SuOv+vTH+6GfC42NGzfWbbfdpk2bNunFF19U27ZtNXjwYH7BLUeO9Onc5Ufff/+9+vbtKx8fH8XHx6tnz5564YUXuLSlHJW2Tx4eHvb1X84pKirS/v37dc0115T4YwzK3l/16dwllUVFRZozZ46GDBlivyPSq6++qjp16mjChAmSWNy6QnDeyQIwk7179553iuK5U7p37Nhh3HzzzUafPn3s+/48t7i42Bg7dqxx7bXXGtnZ2eVfcCXkaI/OnUIXGxtrdOrUybj66quNDz74wLj33nuN0NBQY+rUqVes9srk734tHTp0yDh69KgxePBgo1WrVsbhw4fLv+hK6M992rJli1FYWGgYxu9fO7NmzTJatmxZ4tT7uXPnGtdff71Ru3Zt44033jDuueceIywszPj555+v7AuoJC63T3/cv3HjRsNqtRoWi8UYMWLEefPw9/2dPmVnZxtdu3Y1vvjiC2PUqFGGu7u7MXjwYKOgoODKvYBK4u/0yTAMIzc31zh69Khx//33G40aNTJ+/PFHwzC4xKWsXW6fvvzyS2P9+vUlnuuDDz4w/v3vfxvFxcX0qQIg2OOSvvrqK6NOnTpGo0aNjHbt2hnTp0+37/vjN4CPP/7YiI6ONj7++GPDMC58rf3IkSONUaNG8UtTGbvcHv3xWvs1a9YY/fr1M3r16mXccsstxq+//nrlXkAlURZfS7m5ucZTTz1lhIaGGtdffz3Xm5aDP/fpo48+KrH/j/0YNGiQMWzYMMMwjBLf144ePWqMGDHCuPXWW40+ffrw9VQOLrdPf/y+ZxiG8f777xsWi8Xo2bOnsX///vIvvJIpiz7Fx8cbFovFsFgsRocOHYxdu3ZdmeIrkcvt07kwaRiG8c033xiPPPKIER4ebnTu3NnYt2/flSm+ErncPl3oj2Dnfu/4Yw9hfgR7XNTSpUuNOnXqGNOmTTMWL15sTJgwwbBarcaHH35o5ObmGobx+w/fo0ePGsOHDzfatm1rZGVlGYbx+zeSc980+Ot62fu7PcrLy7M/V1FRkZGenn7lX0QlUFZfS4Zx9pfcVatWXfkXUQlcqk9nzpwxDMOwH9U4c+aM0bx5c+Ozzz676POdewzKVln2aevWrcZXX311JcuvNMqqTz/99JPRuXNnIzY29kq/hEqhrPq0c+dO4/XXX7cvRImyVVZ9IshXbAR7nOfcX/EmT55stGnTpkSoeOihh4xrrrnG+Pbbb8973Pz5841rrrnGePbZZ42tW7caN910k5GYmHjF6q5M6JE50CdzuJw+HTt2zKhTp46xd+9ewzDOnho5fvz4K1d0JUSfzKGs+jRu3LgrV3QlRJ/Mge97cASL5+E85xZA2bVrl+rVqyer1WpffOPFF1+Ut7e35s2bp+TkZEm/L/DVpUsXtWvXTs8//7zatGkjm82msLAw57yICo4emQN9MgdH+yRJy5YtU1RUlKpXr66xY8cqOjpahw8fls1mY0GvckKfzKGs+pSYmCibzcZiu+WkrPvE11P54PseHOLcvyvAFSxdutR4+OGHjalTp5ZYVOPDDz80AgICzjuV/sMPPzQaNmxorFy50j43OzvbmDp1quHu7m507tzZ2LZt25V9ERUcPTIH+mQOl9unPy4EdfvttxshISFGlSpVjKZNmxobN2684q+joqNP5kCfzIE+mQN9wt9BsK/Ejh8/btx0001GWFiYMXjwYKNZs2ZGUFCQ/RvJnj17jBo1ahhPP/20YRglF4eKiIgosWr6zp07jfbt2xuffvrpFX0NFR09Mgf6ZA5l1aecnBzjpptuMmrWrGl8+eWXV/x1VHT0yRzokznQJ3OgTygLBPtKKicnxxg6dKgxcOBA48CBA/bxdu3a2VfRzMzMNF588UXDx8fHfn3vuWt9OnXqZNx///1XvvBKhB6ZA30yh7Lu06ZNm65g9ZUHfTIH+mQO9Mkc6BPKCtfYV1K+vr7y8vLSsGHDVLduXRUWFkqS+vTpo927d8swDAUEBGjQoEFq3bq17rjjDh0+fFgWi0WJiYlKTU3Vrbfe6twXUcHRI3OgT+ZQ1n1q06aNk15JxUafzIE+mQN9Mgf6hLJiMQxWUaisbDabrFarJKm4uFhubm4aPHiw/Pz89OGHH9rnHTt2TJ07d1ZhYaGuueYarV27Vo0bN9bs2bMVHh7urPIrBXpkDvTJHOiTOdAnc6BP5kCfzIE+oSwQ7FHCddddpwceeEBDhw61r0Tr5uamhIQEbd68WevXr1eLFi00dOhQJ1daedEjc6BP5kCfzIE+mQN9Mgf6ZA70CY4i2MPuwIEDuvbaa7VgwQL7aTwFBQXy9PR0cmU4hx6ZA30yB/pkDvTJHOiTOdAnc6BPuBxcYw/7PS1Xr14tf39/+zeQyZMna+zYsUpNTXVmeRA9Mgv6ZA70yRzokznQJ3OgT+ZAn/B3eDi7ADifxWKRJG3YsEEDBgxQbGysRowYodzcXH322WcKCwtzcoWgR+ZAn8yBPpkDfTIH+mQO9Mkc6BP+liu5BD9c15kzZ4z69esbFovF8PLyMl555RVnl4Q/oUfmQJ/MgT6ZA30yB/pkDvTJHOgTLhfX2MOuR48eatCggd588015e3s7uxxcAD0yB/pkDvTJHOiTOdAnc6BP5kCfcDkI9rArKiqSu7u7s8vAJdAjc6BP5kCfzIE+mQN9Mgf6ZA70CZeDYA8AAAAAgImxKj4AAAAAACZGsAcAAAAAwMQI9gAAAAAAmBjBHgAAAAAAEyPYAwAAAABgYgR7AAAAAABMjGAPAAAAAICJEewBAECl9dxzz6lly5bOLgMAgL+FYA8AgIkNGzZMFotFFotFVqtV4eHh6tGjhz7++GMVFxc79FwzZ85UcHBwmdRVp04de11+fn5q3bq15s6dWybPTRgHAKAkgj0AACZ34403KikpSYcOHdKiRYvUpUsXjR07VjfddJMKCwudVtfzzz+vpKQkbdmyRW3bttXAgQO1du1ap9UDAEBFRbAHAMDkvLy8FBERoRo1aqh169b65z//qXnz5mnRokWaOXOmfd6bb76pZs2ayc/PT1FRUXrooYeUnZ0tSVq5cqXuvfdeZWRk2I+0P/fcc5Kk/Px8PfbYY6pRo4b8/PzUvn17rVy58i/rCggIUEREhBo2bKhp06bJx8dHP/zwgyRp+/bt6tq1q3x8fFSlShWNGDHCXsu5etq1ayc/Pz8FBwerY8eOOnz4sGbOnKnJkydr69at9jrPvcb09HTdf//9qlatmgIDA9W1a1dt3bq1RE2vvPKKwsPDFRAQoOHDhysvL+/yP/EAALgIgj0AABVQ165d1aJFC3377bf2MTc3N73zzjvauXOnPvnkE61YsUITJ06UJF177bV66623FBgYqKSkJCUlJemxxx6TJI0ZM0ZxcXH68ssvtW3bNt1+++268cYbtW/fvlLX4+HhIavVqoKCAuXk5KhXr14KCQnRxo0bNXfuXC1btkxjxoyRJBUWFurWW29Vp06dtG3bNsXFxWnEiBGyWCwaOHCgHn30UTVt2tRe58CBAyVJt99+u1JTU7Vo0SJt3rxZrVu3Vrdu3ZSWliZJmjNnjp577jlNmTJFmzZtUvXq1fXee++VyecbAABn8nB2AQAAoHw0btxY27Zts2+PGzfO/n6dOnX04osvauTIkXrvvffk6empoKAgWSwWRURE2OclJiZqxowZSkxMVGRkpCTpscce0+LFizVjxgxNmTLlL+soKCjQG2+8oYyMDHXt2lWzZ89WXl6ePv30U/n5+UmS3n33XfXr10+vvvqqrFarMjIydNNNN6levXqSpCZNmtifz9/fXx4eHiXqXL16tTZs2KDU1FR5eXlJkl5//XV9//33+vrrrzVixAi99dZbGj58uIYPHy5JevHFF7Vs2TKO2gMATI8j9gAAVFCGYchisdi3ly1bpm7duqlGjRoKCAjQPffco1OnTik3N/eiz7F9+3YVFRWpYcOG8vf3t7+tWrVK+/fvv+THf+KJJ+Tv7y9fX1+9+uqreuWVV9S3b1/t3r1bLVq0sId6SerYsaOKi4u1Z88ehYaGatiwYerVq5f69eunt99+W0lJSZf8WFu3blV2draqVKlSos6DBw/a69y9e7fat29f4nExMTGXfF4AAMyAI/YAAFRQu3fvVt26dSVJhw4d0k033aRRo0bppZdeUmhoqFavXq3hw4eroKBAvr6+F3yO7Oxsubu7a/PmzXJ3dy+xz9/f/5If//HHH9ewYcPk7++v8PDwEn9k+CszZszQI488osWLF+urr77SU089pdjYWHXo0OGidVavXv2C1/6X1Ur/AAC4KoI9AAAV0IoVK7R9+3aNHz9ekrR582YV/3/79hMKWxjGcfxnkmRtmmx0FtNMU0pDyihKLGahTI0aNTmy8SfJQqlJsjNRLLCwQglloSyIKc3Kf8mCEuWYhZo0WaEmzXUXt6amezfXXVynvp/lczrved539+t9zo8fmpmZkcPxa2Bvc3Oz4J2SkhLlcrmCmt/vVy6X0/PzsxobG/+qh/Lycrnd7t/qPp9PKysrent7y9/aHx4eyuFwyOv1Fnzb7/crFospEAhofX1d9fX1f+yzpqZG6XRaxcXFMgzjj/34fD6dnp7KNM187eTk5K/2BADAd8QoPgAANpfNZpVOp/X09KTLy0tNTk6qvb1dbW1t+RDrdrv18fGh+fl5PTw8aHV1VYuLiwXrGIah19dXHRwcKJPJ6P39XR6PR9FoVKZpamtrS5Zl6ezsTPF4XDs7O1/qNxqNqrS0VN3d3bq+vlYymdTQ0JC6urrkcrlkWZZisZiOj4+VSqWUSCR0f3+f/8/eMAxZlqWrqytlMhlls1m1trYqEAgoFAopkUjo8fFRR0dHGhsb08XFhSRpeHhYS0tLWl5e1t3dnSYmJnRzc/MPJw8AwPdAsAcAwOb29vZUUVEhwzAUDAaVTCY1Nzen7e3t/Ph8dXW1ZmdnNTU1paqqKq2trSkejxes09DQoP7+fkUiETmdTk1PT0v6NRZvmqZGRkbk9XoVCoV0fn6uysrKL/VbVlam/f19vby8qK6uTh0dHWppadHCwkL++e3trcLhsDwej3p7ezU4OKi+vj5JUjgcVjAYVHNzs5xOpzY2NlRUVKTd3V01NTWpp6dHHo9HnZ2dSqVScrlckqRIJKLx8XGNjo6qtrZWqVRKAwMDX9oDAADfSdHn5+fn/24CAAAAAAB8DTf2AAAAAADYGMEeAAAAAAAbI9gDAAAAAGBjBHsAAAAAAGyMYA8AAAAAgI0R7AEAAAAAsDGCPQAAAAAANkawBwAAAADAxgj2AAAAAADYGMEeAAAAAAAbI9gDAAAAAGBjPwHS1MI+YvFGOwAAAABJRU5ErkJggg==", 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" ] @@ -197,19 +197,19 @@ "id": "falling-scene", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:29:22.716184Z", - "iopub.status.busy": "2024-07-14T10:29:22.715701Z", - "iopub.status.idle": "2024-07-14T10:29:23.011690Z", - "shell.execute_reply": "2024-07-14T10:29:23.010933Z" + "iopub.execute_input": "2024-07-21T10:27:04.623459Z", + "iopub.status.busy": "2024-07-21T10:27:04.623225Z", + "iopub.status.idle": "2024-07-21T10:27:04.909213Z", + "shell.execute_reply": "2024-07-21T10:27:04.908519Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.300826, - "end_time": "2024-07-14T10:29:23.013309", + "duration": 0.290297, + "end_time": "2024-07-21T10:27:04.910573", "exception": false, - "start_time": "2024-07-14T10:29:22.712483", + "start_time": "2024-07-21T10:27:04.620276", "status": "completed" }, "tags": [] @@ -217,7 +217,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -238,19 +238,19 @@ "id": "intense-reading", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:29:23.021013Z", - "iopub.status.busy": "2024-07-14T10:29:23.020656Z", - "iopub.status.idle": "2024-07-14T10:29:23.211812Z", - "shell.execute_reply": "2024-07-14T10:29:23.211044Z" + "iopub.execute_input": "2024-07-21T10:27:04.918252Z", + "iopub.status.busy": "2024-07-21T10:27:04.917712Z", + "iopub.status.idle": "2024-07-21T10:27:05.072193Z", + "shell.execute_reply": "2024-07-21T10:27:05.071584Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.196668, - "end_time": "2024-07-14T10:29:23.213359", + "duration": 0.159674, + "end_time": "2024-07-21T10:27:05.073573", "exception": false, - "start_time": "2024-07-14T10:29:23.016691", + "start_time": "2024-07-21T10:27:04.913899", "status": "completed" }, "tags": [] @@ -258,7 +258,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -280,19 +280,19 @@ "id": "correct-january", "metadata": { "execution": { - "iopub.execute_input": "2024-07-14T10:29:23.221735Z", - "iopub.status.busy": "2024-07-14T10:29:23.221266Z", - "iopub.status.idle": "2024-07-14T10:29:23.226122Z", - "shell.execute_reply": "2024-07-14T10:29:23.225481Z" + "iopub.execute_input": "2024-07-21T10:27:05.081738Z", + "iopub.status.busy": "2024-07-21T10:27:05.081247Z", + "iopub.status.idle": "2024-07-21T10:27:05.085952Z", + "shell.execute_reply": "2024-07-21T10:27:05.085392Z" }, "jupyter": { "source_hidden": true }, "papermill": { - "duration": 0.010448, - "end_time": "2024-07-14T10:29:23.227482", + "duration": 0.010141, + "end_time": "2024-07-21T10:27:05.087225", "exception": false, - "start_time": "2024-07-14T10:29:23.217034", + "start_time": "2024-07-21T10:27:05.077084", "status": "completed" }, "tags": [] @@ -344,8 +344,8 @@ "version": "3.8.18" }, "papermill": { - "duration": 238.418809, - "end_time": "2024-07-14T10:29:23.547642", + "duration": 273.752355, + "end_time": "2024-07-21T10:27:05.406492", "environment_variables": {}, "exception": null, "input_path": "engrXiv_prints.ipynb", @@ -354,7 +354,7 @@ "Start": "True", "secretsPath": "/home/runner/work/_temp/secrets.json" }, - "start_time": "2024-07-14T10:25:25.128833", + "start_time": "2024-07-21T10:22:31.654137", "version": "1.1.16" }, "vscode": {